•Unique dataset allows analysis of urban Indian shopping habits of processed foods.•Beyond staples, purchases of processed foods and beverages for home use are low.•Fastest rate of growth seen in sweet and salty snacks, and edible oil purchases.•Highest volume of processed foods and beverages purchased by Delhi population.•Large variations across states in level and trends of purchases over time.